ParadisEO-MOEO 1.1 tagged
git-svn-id: svn://scm.gforge.inria.fr/svnroot/paradiseo@1067 331e1502-861f-0410-8da2-ba01fb791d7f
This commit is contained in:
liefooga
parent
c242b088c8
commit
884fa98366
147 changed files with 16068 additions and 0 deletions
4
tags/paradiseo-ix86-1.1/paradiseo-moeo/AUTHORS
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tags/paradiseo-ix86-1.1/paradiseo-moeo/AUTHORS
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Sébastien Cahon
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Arnaud Liefooghe
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Thomas Legrand
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Abdelhakim Deneche
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40
tags/paradiseo-ix86-1.1/paradiseo-moeo/CMakeLists.txt
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tags/paradiseo-ix86-1.1/paradiseo-moeo/CMakeLists.txt
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##########################################################################################################################################
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### 0) If you want to set your own variables in moeo-conf.cmake and avoid the cmd line
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##########################################################################################################################################
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INCLUDE(moeo-conf.cmake OPTIONAL)
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##########################################################################################################################################
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##########################################################################################################################################
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### 1) Project properties
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##########################################################################################################################################
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# set the project name
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PROJECT(ParadisEO-MOEO)
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SET(PACKAGE_BUGREPORT "paradiseo-help@lists.gforge.inria.fr" CACHE STRING "Package bug report" FORCE)
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SET(PACKAGE_NAME "ParadisEO-MOEO - Multi Objective Evolving Objects" CACHE STRING "Package name" FORCE)
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SET(PACKAGE_STRING "ParadisEO-MOEO 1.1" CACHE STRING "MOEO Package string full name" FORCE)
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SET(PACKAGE_VERSION "1.1" CACHE STRING "Package version" FORCE)
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SET(GLOBAL_VERSION "1.1" CACHE STRING "Global version" FORCE)
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SET(VERSION "1.1" CACHE STRING "Version" FORCE)
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##########################################################################################################################################
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##########################################################################################################################################
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### 2) Include the common CMake configuration
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##########################################################################################################################################
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# The "config" variable must be provided on the command line
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IF(NOT DEFINED config OR NOT config)
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MESSAGE(FATAL_ERROR "The \"config\" variable must be set on the command line to
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give the path of the install configuration file. ")
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ENDIF(NOT DEFINED config OR NOT config)
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# Need the config file whose full path is given thanks to the "config" variable
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INCLUDE(${config})
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##########################################################################################################################################
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10
tags/paradiseo-ix86-1.1/paradiseo-moeo/DartConfig.cmake
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tags/paradiseo-ix86-1.1/paradiseo-moeo/DartConfig.cmake
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#############################################################################
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# Dart config for report submission
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#############################################################################
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SET (DROP_METHOD "xmlrpc")
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SET (DROP_SITE "http://dart.irisa.fr")
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SET (DROP_LOCATION "ParadisEO")
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SET (NIGHTLY_START_TIME "23:00:00 WEST")
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#############################################################################
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80
tags/paradiseo-ix86-1.1/paradiseo-moeo/README
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tags/paradiseo-ix86-1.1/paradiseo-moeo/README
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PARADISEO-MOEO README FILE
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=======================================================================
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check latest news at http://paradiseo.gforge.inria.fr/
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=======================================================================
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Welcome to ParadisEO-MOEO, the Multi-Objective Evolving Objects library.
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The latest news about ParadisEO-MOEO can be found on the gforge repository at
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http://paradiseo.gforge.inria.fr/
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In case of any problem, please e-mail us at
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paradiseo-help@lists.gforge.inria.fr
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=======================================================================
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BUILDING PARADISEO-MOEO
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=======================================================================
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The basic installation procedure goes the following.
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To compile paradiseo-moeo in the default directory,
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go to paradiseo-moeo/build/ and run:
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> cmake ../ -Dconfig=<path to the install.cmake file>
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> make
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// for an easy-use of the provided lessons
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> make install
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// optional (if the documentation is not already available)
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> make doc
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To compile paradiseo-moeo anywhere else, simply run:
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> cmake $(MOEO) -Dconfig=<path to the install.cmake file>
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> make
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// for an easy-use of the provided lessons
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> make install
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// optional (if the documentation is not already available)
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> make doc
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where $(MOEO) is the top-level directory of PARADISEO-MOEO.
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To clean everything, simply run
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> make clean
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=======================================================================
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DIRECTORY STRUCTURE
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=======================================================================
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After unpacking the archive file, you should end up with the following
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structure:
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.../ The main PARADISEO-MOEO directory, created when unpacking.
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|
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|
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+-- build BUILD directory that contains libraries and executable files.
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+-- src SOURCE directory that contains PARADISEO-MOEO source files.
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+-- doc DOCUMENTATION directory (generated by Doxygen).
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| |
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| +-- html HTML files - start at index.html.
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| |
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| +-- latex latex files - use to generate Postcript doc.
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| |
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| +-- man Unix man format documentation.
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|
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|
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+-- tutorial TUTORIAL directory that contains with lessons.
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|
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+-- examples APPLICATIONS - one directory per separate application.
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| |
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| +-- flowshop Flow-shop scheduling problem example source files.
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| |
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| +-- benchs Benchmark suites for the flow-shop.
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+-- Lesson1 A bi-objective flow-shop problem example solved using main MOEAs.
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+-- Lesson2 NSGA-II to solve the SCH1 problem.
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=======================================================================
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NOTES
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=======================================================================
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Mailing list : paradiseo-help@lists.gforge.inria.fr
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26
tags/paradiseo-ix86-1.1/paradiseo-moeo/doc/CMakeLists.txt
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tags/paradiseo-ix86-1.1/paradiseo-moeo/doc/CMakeLists.txt
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##########################################################################################
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### MOEO Doc generation using Doxygen
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##########################################################################################
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IF (DOXYGEN_FOUND)
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SET(DOC_DIR ${CMAKE_BINARY_DIR}/doc CACHE PATH "MOEO documentation directory")
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SET(MOEO_DOC_CONFIG_FILE "moeo.doxyfile" CACHE PATH "MOEO documentation configuration file")
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# define the doc target
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IF (DOXYGEN_EXECUTABLE)
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ADD_CUSTOM_TARGET(doc
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COMMAND ${DOXYGEN_EXECUTABLE} ${MOEO_DOC_CONFIG_FILE}
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WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
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)
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ENDIF (DOXYGEN_EXECUTABLE)
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# configure doxyfile file
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CONFIGURE_FILE("${CMAKE_SOURCE_DIR}/doc/${MOEO_DOC_CONFIG_FILE}.cmake"
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"${CMAKE_BINARY_DIR}/doc/${MOEO_DOC_CONFIG_FILE}")
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ELSE (DOXYGEN_FOUND)
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MESSAGE(STATUS "Unable to generate the documentation, Doxygen package not found")
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ENDIF (DOXYGEN_FOUND)
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##########################################################################################
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72
tags/paradiseo-ix86-1.1/paradiseo-moeo/doc/index.h
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tags/paradiseo-ix86-1.1/paradiseo-moeo/doc/index.h
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/** @mainpage Welcome to ParadisEO-MOEO
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@section Introduction
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ParadisEO-MOEO is a white-box object-oriented generic framework dedicated to the flexible design of evolutionary multi-objective algorithms.
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This paradigm-free software embeds some features and techniques for Pareto-based resolution and
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aims to provide a set of classes allowing to ease and speed up the development of computationally efficient programs.
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It is based on a clear conceptual distinction between the solution methods and the multi-objective problems they are intended to solve.
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This separation confers a maximum design and code reuse.
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ParadisEO-MOEO provides a broad range of archive-related features (such as elitism or performance metrics)
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and the most common Pareto-based fitness assignment strategies (MOGA, NSGA, SPEA, IBEA and more).
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Furthermore, parallel and distributed models as well as hybridization mechanisms can be applied to an algorithm designed within ParadisEO-MOEO
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using the whole version of ParadisEO.
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@section tutorials Tutorials
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Tutorials for ParadisEO-MOEO are available <a href="http://paradiseo.gforge.inria.fr/index.php?n=Paradiseo.UsersGuides">here</a>.
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@section Installation
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The installation procedure of the package is detailed in the <a
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href="../../README">README</a> file in the top-directory of the source-tree.
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@section Design
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For an introduction to the design of ParadisEO-MOEO,
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you can look at the <a href="http://paradiseo.gforge.inria.fr">ParadisEO website</a>.
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@section LICENSE
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This software is governed by the CeCILL license under French law and
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abiding by the rules of distribution of free software. You can use,
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modify and/ or redistribute the software under the terms of the CeCILL
|
||||
license as circulated by CEA, CNRS and INRIA at the following URL
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"http://www.cecill.info".
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||||
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||||
As a counterpart to the access to the source code and rights to copy,
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||||
modify and redistribute granted by the license, users are provided only
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||||
with a limited warranty and the software's author, the holder of the
|
||||
economic rights, and the successive licensors have only limited liability.
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||||
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||||
In this respect, the user's attention is drawn to the risks associated
|
||||
with loading, using, modifying and/or developing or reproducing the
|
||||
software by the user in light of its specific status of free software,
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||||
that may mean that it is complicated to manipulate, and that also
|
||||
therefore means that it is reserved for developers and experienced
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||||
professionals having in-depth computer knowledge. Users are therefore
|
||||
encouraged to load and test the software's suitability as regards their
|
||||
requirements in conditions enabling the security of their systems and/or
|
||||
data to be ensured and, more generally, to use and operate it in the
|
||||
same conditions as regards security.
|
||||
The fact that you are presently reading this means that you have had
|
||||
knowledge of the CeCILL license and that you accept its terms.
|
||||
|
||||
ParadisEO WebSite : http://paradiseo.gforge.inria.fr
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||||
Contact: paradiseo-help@lists.gforge.inria.fr
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||||
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||||
*/
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/** @page webpages Related webpages
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||||
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||||
- ParadisEO <a href="http://paradiseo.gforge.inria.fr">homepage</a>
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- INRIA GForge <a href="http://gforge.inria.fr/projects/paradiseo/">project page</a>
|
||||
- <a href="../../README">README</a>
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||||
*/
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237
tags/paradiseo-ix86-1.1/paradiseo-moeo/doc/moeo.doxyfile.cmake
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237
tags/paradiseo-ix86-1.1/paradiseo-moeo/doc/moeo.doxyfile.cmake
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|||
# Doxyfile 1.5.1
|
||||
|
||||
#---------------------------------------------------------------------------
|
||||
# Project related configuration options
|
||||
#---------------------------------------------------------------------------
|
||||
PROJECT_NAME = @PACKAGE_NAME@
|
||||
PROJECT_NUMBER = @PACKAGE_VERSION@
|
||||
OUTPUT_DIRECTORY = @CMAKE_BINARY_DIR@/doc
|
||||
CREATE_SUBDIRS = NO
|
||||
OUTPUT_LANGUAGE = English
|
||||
USE_WINDOWS_ENCODING = NO
|
||||
BRIEF_MEMBER_DESC = YES
|
||||
REPEAT_BRIEF = YES
|
||||
ABBREVIATE_BRIEF = "The $name class" \
|
||||
"The $name widget" \
|
||||
"The $name file" \
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||||
is \
|
||||
provides \
|
||||
specifies \
|
||||
contains \
|
||||
represents \
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||||
a \
|
||||
an \
|
||||
the
|
||||
ALWAYS_DETAILED_SEC = NO
|
||||
INLINE_INHERITED_MEMB = NO
|
||||
FULL_PATH_NAMES = NO
|
||||
STRIP_FROM_PATH = @CMAKE_SOURCE_DIR@
|
||||
STRIP_FROM_INC_PATH =
|
||||
SHORT_NAMES = NO
|
||||
JAVADOC_AUTOBRIEF = YES
|
||||
MULTILINE_CPP_IS_BRIEF = NO
|
||||
DETAILS_AT_TOP = NO
|
||||
INHERIT_DOCS = YES
|
||||
SEPARATE_MEMBER_PAGES = NO
|
||||
TAB_SIZE = 8
|
||||
ALIASES =
|
||||
OPTIMIZE_OUTPUT_FOR_C = NO
|
||||
OPTIMIZE_OUTPUT_JAVA = NO
|
||||
BUILTIN_STL_SUPPORT = NO
|
||||
DISTRIBUTE_GROUP_DOC = NO
|
||||
SUBGROUPING = YES
|
||||
#---------------------------------------------------------------------------
|
||||
# Build related configuration options
|
||||
#---------------------------------------------------------------------------
|
||||
EXTRACT_ALL = NO
|
||||
EXTRACT_PRIVATE = YES
|
||||
EXTRACT_STATIC = YES
|
||||
EXTRACT_LOCAL_CLASSES = YES
|
||||
EXTRACT_LOCAL_METHODS = NO
|
||||
HIDE_UNDOC_MEMBERS = YES
|
||||
HIDE_UNDOC_CLASSES = YES
|
||||
HIDE_FRIEND_COMPOUNDS = NO
|
||||
HIDE_IN_BODY_DOCS = NO
|
||||
INTERNAL_DOCS = NO
|
||||
CASE_SENSE_NAMES = YES
|
||||
HIDE_SCOPE_NAMES = NO
|
||||
SHOW_INCLUDE_FILES = YES
|
||||
INLINE_INFO = YES
|
||||
SORT_MEMBER_DOCS = NO
|
||||
SORT_BRIEF_DOCS = NO
|
||||
SORT_BY_SCOPE_NAME = NO
|
||||
GENERATE_TODOLIST = YES
|
||||
GENERATE_TESTLIST = YES
|
||||
GENERATE_BUGLIST = YES
|
||||
GENERATE_DEPRECATEDLIST= YES
|
||||
ENABLED_SECTIONS =
|
||||
MAX_INITIALIZER_LINES = 30
|
||||
SHOW_USED_FILES = YES
|
||||
SHOW_DIRECTORIES = NO
|
||||
FILE_VERSION_FILTER =
|
||||
#---------------------------------------------------------------------------
|
||||
# configuration options related to warning and progress messages
|
||||
#---------------------------------------------------------------------------
|
||||
QUIET = YES
|
||||
WARNINGS = NO
|
||||
WARN_IF_UNDOCUMENTED = NO
|
||||
WARN_IF_DOC_ERROR = YES
|
||||
WARN_NO_PARAMDOC = NO
|
||||
WARN_FORMAT = "$file:$line: $text"
|
||||
WARN_LOGFILE =
|
||||
#---------------------------------------------------------------------------
|
||||
# configuration options related to the input files
|
||||
#---------------------------------------------------------------------------
|
||||
INPUT = @CMAKE_SOURCE_DIR@
|
||||
FILE_PATTERNS = *.cpp \
|
||||
*.h \
|
||||
NEWS README
|
||||
RECURSIVE = YES
|
||||
EXCLUDE =
|
||||
EXCLUDE_SYMLINKS = NO
|
||||
EXCLUDE_PATTERNS =
|
||||
EXAMPLE_PATH =
|
||||
EXAMPLE_PATTERNS = *
|
||||
EXAMPLE_RECURSIVE = NO
|
||||
IMAGE_PATH =
|
||||
INPUT_FILTER =
|
||||
FILTER_PATTERNS =
|
||||
FILTER_SOURCE_FILES = NO
|
||||
#---------------------------------------------------------------------------
|
||||
# configuration options related to source browsing
|
||||
#---------------------------------------------------------------------------
|
||||
SOURCE_BROWSER = YES
|
||||
INLINE_SOURCES = NO
|
||||
STRIP_CODE_COMMENTS = YES
|
||||
REFERENCED_BY_RELATION = YES
|
||||
REFERENCES_RELATION = YES
|
||||
REFERENCES_LINK_SOURCE = YES
|
||||
USE_HTAGS = NO
|
||||
VERBATIM_HEADERS = YES
|
||||
#---------------------------------------------------------------------------
|
||||
# configuration options related to the alphabetical class index
|
||||
#---------------------------------------------------------------------------
|
||||
ALPHABETICAL_INDEX = YES
|
||||
COLS_IN_ALPHA_INDEX = 3
|
||||
IGNORE_PREFIX = moeo
|
||||
#---------------------------------------------------------------------------
|
||||
# configuration options related to the HTML output
|
||||
#---------------------------------------------------------------------------
|
||||
GENERATE_HTML = YES
|
||||
HTML_OUTPUT = html
|
||||
HTML_FILE_EXTENSION = .html
|
||||
HTML_HEADER =
|
||||
HTML_FOOTER =
|
||||
HTML_STYLESHEET =
|
||||
HTML_ALIGN_MEMBERS = YES
|
||||
GENERATE_HTMLHELP = NO
|
||||
CHM_FILE =
|
||||
HHC_LOCATION =
|
||||
GENERATE_CHI = NO
|
||||
BINARY_TOC = NO
|
||||
TOC_EXPAND = NO
|
||||
DISABLE_INDEX = NO
|
||||
ENUM_VALUES_PER_LINE = 4
|
||||
GENERATE_TREEVIEW = YES
|
||||
TREEVIEW_WIDTH = 250
|
||||
#---------------------------------------------------------------------------
|
||||
# configuration options related to the LaTeX output
|
||||
#---------------------------------------------------------------------------
|
||||
GENERATE_LATEX = YES
|
||||
LATEX_OUTPUT = latex
|
||||
LATEX_CMD_NAME = latex
|
||||
MAKEINDEX_CMD_NAME = makeindex
|
||||
COMPACT_LATEX = NO
|
||||
PAPER_TYPE = a4wide
|
||||
EXTRA_PACKAGES =
|
||||
LATEX_HEADER =
|
||||
PDF_HYPERLINKS = NO
|
||||
USE_PDFLATEX = NO
|
||||
LATEX_BATCHMODE = NO
|
||||
LATEX_HIDE_INDICES = NO
|
||||
#---------------------------------------------------------------------------
|
||||
# configuration options related to the RTF output
|
||||
#---------------------------------------------------------------------------
|
||||
GENERATE_RTF = NO
|
||||
RTF_OUTPUT = rtf
|
||||
COMPACT_RTF = NO
|
||||
RTF_HYPERLINKS = NO
|
||||
RTF_STYLESHEET_FILE =
|
||||
RTF_EXTENSIONS_FILE =
|
||||
#---------------------------------------------------------------------------
|
||||
# configuration options related to the man page output
|
||||
#---------------------------------------------------------------------------
|
||||
GENERATE_MAN = YES
|
||||
MAN_OUTPUT = man
|
||||
MAN_EXTENSION = .3
|
||||
MAN_LINKS = NO
|
||||
#---------------------------------------------------------------------------
|
||||
# configuration options related to the XML output
|
||||
#---------------------------------------------------------------------------
|
||||
GENERATE_XML = NO
|
||||
XML_OUTPUT = xml
|
||||
XML_SCHEMA =
|
||||
XML_DTD =
|
||||
XML_PROGRAMLISTING = YES
|
||||
#---------------------------------------------------------------------------
|
||||
# configuration options for the AutoGen Definitions output
|
||||
#---------------------------------------------------------------------------
|
||||
GENERATE_AUTOGEN_DEF = NO
|
||||
#---------------------------------------------------------------------------
|
||||
# configuration options related to the Perl module output
|
||||
#---------------------------------------------------------------------------
|
||||
GENERATE_PERLMOD = NO
|
||||
PERLMOD_LATEX = NO
|
||||
PERLMOD_PRETTY = YES
|
||||
PERLMOD_MAKEVAR_PREFIX =
|
||||
#---------------------------------------------------------------------------
|
||||
# Configuration options related to the preprocessor
|
||||
#---------------------------------------------------------------------------
|
||||
ENABLE_PREPROCESSING = YES
|
||||
MACRO_EXPANSION = NO
|
||||
EXPAND_ONLY_PREDEF = NO
|
||||
SEARCH_INCLUDES = YES
|
||||
INCLUDE_PATH =
|
||||
INCLUDE_FILE_PATTERNS =
|
||||
PREDEFINED =
|
||||
EXPAND_AS_DEFINED =
|
||||
SKIP_FUNCTION_MACROS = YES
|
||||
#---------------------------------------------------------------------------
|
||||
# Configuration::additions related to external references
|
||||
#---------------------------------------------------------------------------
|
||||
TAGFILES = @EO_BIN_DIR@/doc/eo.doxytag=http://eodev.sourceforge.net/eo/doc/html
|
||||
GENERATE_TAGFILE = @CMAKE_BINARY_DIR@/doc/moeo.doxytag
|
||||
ALLEXTERNALS = NO
|
||||
EXTERNAL_GROUPS = YES
|
||||
PERL_PATH = /usr/bin/perl
|
||||
#---------------------------------------------------------------------------
|
||||
# Configuration options related to the dot tool
|
||||
#---------------------------------------------------------------------------
|
||||
CLASS_DIAGRAMS = YES
|
||||
HIDE_UNDOC_RELATIONS = YES
|
||||
HAVE_DOT = NO
|
||||
CLASS_GRAPH = YES
|
||||
COLLABORATION_GRAPH = YES
|
||||
GROUP_GRAPHS = YES
|
||||
UML_LOOK = NO
|
||||
TEMPLATE_RELATIONS = NO
|
||||
INCLUDE_GRAPH = YES
|
||||
INCLUDED_BY_GRAPH = YES
|
||||
CALL_GRAPH = NO
|
||||
CALLER_GRAPH = NO
|
||||
GRAPHICAL_HIERARCHY = YES
|
||||
DIRECTORY_GRAPH = YES
|
||||
DOT_IMAGE_FORMAT = png
|
||||
DOT_PATH =
|
||||
DOTFILE_DIRS =
|
||||
MAX_DOT_GRAPH_WIDTH = 1024
|
||||
MAX_DOT_GRAPH_HEIGHT = 1024
|
||||
MAX_DOT_GRAPH_DEPTH = 0
|
||||
DOT_TRANSPARENT = NO
|
||||
DOT_MULTI_TARGETS = NO
|
||||
GENERATE_LEGEND = YES
|
||||
DOT_CLEANUP = YES
|
||||
#---------------------------------------------------------------------------
|
||||
# Configuration::additions related to the search engine
|
||||
#---------------------------------------------------------------------------
|
||||
SEARCHENGINE = YES
|
||||
72
tags/paradiseo-ix86-1.1/paradiseo-moeo/index.h
Normal file
72
tags/paradiseo-ix86-1.1/paradiseo-moeo/index.h
Normal file
|
|
@ -0,0 +1,72 @@
|
|||
/** @mainpage Welcome to ParadisEO-MOEO
|
||||
|
||||
@section Introduction
|
||||
|
||||
ParadisEO-MOEO is a white-box object-oriented generic framework dedicated to the flexible design of evolutionary multi-objective algorithms.
|
||||
This paradigm-free software embeds some features and techniques for Pareto-based resolution and
|
||||
aims to provide a set of classes allowing to ease and speed up the development of computationally efficient programs.
|
||||
It is based on a clear conceptual distinction between the solution methods and the multi-objective problems they are intended to solve.
|
||||
This separation confers a maximum design and code reuse.
|
||||
ParadisEO-MOEO provides a broad range of archive-related features (such as elitism or performance metrics)
|
||||
and the most common Pareto-based fitness assignment strategies (MOGA, NSGA, SPEA, IBEA and more).
|
||||
Furthermore, parallel and distributed models as well as hybridization mechanisms can be applied to an algorithm designed within ParadisEO-MOEO
|
||||
using the whole version of ParadisEO.
|
||||
|
||||
|
||||
|
||||
@section tutorials Tutorials
|
||||
|
||||
Tutorials for ParadisEO-MOEO are available <a href="http://paradiseo.gforge.inria.fr/index.php?n=Paradiseo.UsersGuides">here</a>.
|
||||
|
||||
|
||||
|
||||
@section Installation
|
||||
|
||||
The installation procedure of the package is detailed in the <a
|
||||
href="../../README">README</a> file in the top-directory of the source-tree.
|
||||
|
||||
|
||||
|
||||
@section Design
|
||||
|
||||
For an introduction to the design of ParadisEO-MOEO,
|
||||
you can look at the <a href="http://paradiseo.gforge.inria.fr">ParadisEO website</a>.
|
||||
|
||||
|
||||
@section LICENSE
|
||||
|
||||
This software is governed by the CeCILL license under French law and
|
||||
abiding by the rules of distribution of free software. You can use,
|
||||
modify and/ or redistribute the software under the terms of the CeCILL
|
||||
license as circulated by CEA, CNRS and INRIA at the following URL
|
||||
"http://www.cecill.info".
|
||||
|
||||
As a counterpart to the access to the source code and rights to copy,
|
||||
modify and redistribute granted by the license, users are provided only
|
||||
with a limited warranty and the software's author, the holder of the
|
||||
economic rights, and the successive licensors have only limited liability.
|
||||
|
||||
In this respect, the user's attention is drawn to the risks associated
|
||||
with loading, using, modifying and/or developing or reproducing the
|
||||
software by the user in light of its specific status of free software,
|
||||
that may mean that it is complicated to manipulate, and that also
|
||||
therefore means that it is reserved for developers and experienced
|
||||
professionals having in-depth computer knowledge. Users are therefore
|
||||
encouraged to load and test the software's suitability as regards their
|
||||
requirements in conditions enabling the security of their systems and/or
|
||||
data to be ensured and, more generally, to use and operate it in the
|
||||
same conditions as regards security.
|
||||
The fact that you are presently reading this means that you have had
|
||||
knowledge of the CeCILL license and that you accept its terms.
|
||||
|
||||
ParadisEO WebSite : http://paradiseo.gforge.inria.fr
|
||||
Contact: paradiseo-help@lists.gforge.inria.fr
|
||||
|
||||
*/
|
||||
|
||||
/** @page webpages Related webpages
|
||||
|
||||
- ParadisEO <a href="http://paradiseo.gforge.inria.fr">homepage</a>
|
||||
- INRIA GForge <a href="http://gforge.inria.fr/projects/paradiseo/">project page</a>
|
||||
- <a href="../../README">README</a>
|
||||
*/
|
||||
25
tags/paradiseo-ix86-1.1/paradiseo-moeo/moeo-conf.cmake
Normal file
25
tags/paradiseo-ix86-1.1/paradiseo-moeo/moeo-conf.cmake
Normal file
|
|
@ -0,0 +1,25 @@
|
|||
|
||||
######################################################################################
|
||||
######################################################################################
|
||||
### In this file, you can specify many CMake variables used to build paradisEO-MOEO.
|
||||
######################################################################################
|
||||
######################################################################################
|
||||
|
||||
|
||||
######################################################################################
|
||||
### 1) OPTIONNAL
|
||||
######################################################################################
|
||||
|
||||
# SET (MYVAR MYVALUE)
|
||||
|
||||
######################################################################################
|
||||
|
||||
|
||||
#####################################################################################
|
||||
### 2) OPTIONNAL - Overwrite subdirs
|
||||
######################################################################################
|
||||
|
||||
# SUBDIRS(doc tutorial)
|
||||
|
||||
######################################################################################
|
||||
|
||||
33
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/CMakeLists.txt
Normal file
33
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/CMakeLists.txt
Normal file
|
|
@ -0,0 +1,33 @@
|
|||
|
||||
######################################################################################
|
||||
### 1) Include the sources
|
||||
######################################################################################
|
||||
|
||||
INCLUDE_DIRECTORIES(${EO_SRC_DIR})
|
||||
INCLUDE_DIRECTORIES(${CMAKE_CURRENT_SOURCE_DIR})
|
||||
|
||||
######################################################################################
|
||||
|
||||
|
||||
######################################################################################
|
||||
### 2) Define your target(s): just the moeo lib here.
|
||||
######################################################################################
|
||||
|
||||
SET(MOEO_LIB_OUTPUT_PATH ${ParadisEO-MOEO_BINARY_DIR}/lib)
|
||||
SET(LIBRARY_OUTPUT_PATH ${MOEO_LIB_OUTPUT_PATH})
|
||||
|
||||
SET (MOEO_SOURCES core/moeoObjectiveVectorTraits.cpp)
|
||||
|
||||
ADD_LIBRARY(moeo STATIC ${MOEO_SOURCES})
|
||||
|
||||
######################################################################################
|
||||
|
||||
|
||||
######################################################################################
|
||||
### 3) Optionnal: define your target(s)'s version: no effect for windows
|
||||
######################################################################################
|
||||
|
||||
SET(MOEO_VERSION ${GLOBAL_VERSION})
|
||||
SET_TARGET_PROPERTIES(moeo PROPERTIES VERSION "${MOEO_VERSION}")
|
||||
######################################################################################
|
||||
|
||||
47
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoAlgo.h
Normal file
47
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoAlgo.h
Normal file
|
|
@ -0,0 +1,47 @@
|
|||
/*
|
||||
* <moeoAlgo.h>
|
||||
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
|
||||
* (C) OPAC Team, LIFL, 2002-2007
|
||||
*
|
||||
* Arnaud Liefooghe
|
||||
*
|
||||
* This software is governed by the CeCILL license under French law and
|
||||
* abiding by the rules of distribution of free software. You can use,
|
||||
* modify and/ or redistribute the software under the terms of the CeCILL
|
||||
* license as circulated by CEA, CNRS and INRIA at the following URL
|
||||
* "http://www.cecill.info".
|
||||
*
|
||||
* As a counterpart to the access to the source code and rights to copy,
|
||||
* modify and redistribute granted by the license, users are provided only
|
||||
* with a limited warranty and the software's author, the holder of the
|
||||
* economic rights, and the successive licensors have only limited liability.
|
||||
*
|
||||
* In this respect, the user's attention is drawn to the risks associated
|
||||
* with loading, using, modifying and/or developing or reproducing the
|
||||
* software by the user in light of its specific status of free software,
|
||||
* that may mean that it is complicated to manipulate, and that also
|
||||
* therefore means that it is reserved for developers and experienced
|
||||
* professionals having in-depth computer knowledge. Users are therefore
|
||||
* encouraged to load and test the software's suitability as regards their
|
||||
* requirements in conditions enabling the security of their systems and/or
|
||||
* data to be ensured and, more generally, to use and operate it in the
|
||||
* same conditions as regards security.
|
||||
* The fact that you are presently reading this means that you have had
|
||||
* knowledge of the CeCILL license and that you accept its terms.
|
||||
*
|
||||
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
|
||||
* Contact: paradiseo-help@lists.gforge.inria.fr
|
||||
*
|
||||
*/
|
||||
//-----------------------------------------------------------------------------
|
||||
|
||||
#ifndef MOEOALGO_H_
|
||||
#define MOEOALGO_H_
|
||||
|
||||
/**
|
||||
* Abstract class for multi-objective algorithms.
|
||||
*/
|
||||
class moeoAlgo
|
||||
{};
|
||||
|
||||
#endif /*MOEOALGO_H_*/
|
||||
|
|
@ -0,0 +1,92 @@
|
|||
/*
|
||||
* <moeoCombinedLS.h>
|
||||
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
|
||||
* (C) OPAC Team, LIFL, 2002-2007
|
||||
*
|
||||
* Arnaud Liefooghe
|
||||
*
|
||||
* This software is governed by the CeCILL license under French law and
|
||||
* abiding by the rules of distribution of free software. You can use,
|
||||
* modify and/ or redistribute the software under the terms of the CeCILL
|
||||
* license as circulated by CEA, CNRS and INRIA at the following URL
|
||||
* "http://www.cecill.info".
|
||||
*
|
||||
* As a counterpart to the access to the source code and rights to copy,
|
||||
* modify and redistribute granted by the license, users are provided only
|
||||
* with a limited warranty and the software's author, the holder of the
|
||||
* economic rights, and the successive licensors have only limited liability.
|
||||
*
|
||||
* In this respect, the user's attention is drawn to the risks associated
|
||||
* with loading, using, modifying and/or developing or reproducing the
|
||||
* software by the user in light of its specific status of free software,
|
||||
* that may mean that it is complicated to manipulate, and that also
|
||||
* therefore means that it is reserved for developers and experienced
|
||||
* professionals having in-depth computer knowledge. Users are therefore
|
||||
* encouraged to load and test the software's suitability as regards their
|
||||
* requirements in conditions enabling the security of their systems and/or
|
||||
* data to be ensured and, more generally, to use and operate it in the
|
||||
* same conditions as regards security.
|
||||
* The fact that you are presently reading this means that you have had
|
||||
* knowledge of the CeCILL license and that you accept its terms.
|
||||
*
|
||||
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
|
||||
* Contact: paradiseo-help@lists.gforge.inria.fr
|
||||
*
|
||||
*/
|
||||
//-----------------------------------------------------------------------------
|
||||
|
||||
#ifndef MOEOCOMBINEDLS_H_
|
||||
#define MOEOCOMBINEDLS_H_
|
||||
|
||||
#include <vector>
|
||||
#include <algo/moeoLS.h>
|
||||
#include <archive/moeoArchive.h>
|
||||
|
||||
/**
|
||||
* This class allows to embed a set of local searches that are sequentially applied,
|
||||
* and so working and updating the same archive of non-dominated solutions.
|
||||
*/
|
||||
template < class MOEOT, class Type >
|
||||
class moeoCombinedLS : public moeoLS < MOEOT, Type >
|
||||
{
|
||||
public:
|
||||
|
||||
/**
|
||||
* Ctor
|
||||
* @param _first_mols the first multi-objective local search to add
|
||||
*/
|
||||
moeoCombinedLS(moeoLS < MOEOT, Type > & _first_mols)
|
||||
{
|
||||
combinedLS.push_back (& _first_mols);
|
||||
}
|
||||
|
||||
/**
|
||||
* Adds a new local search to combine
|
||||
* @param _mols the multi-objective local search to add
|
||||
*/
|
||||
void add(moeoLS < MOEOT, Type > & _mols)
|
||||
{
|
||||
combinedLS.push_back(& _mols);
|
||||
}
|
||||
|
||||
/**
|
||||
* Gives a new solution in order to explore the neigborhood.
|
||||
* The new non-dominated solutions are added to the archive
|
||||
* @param _type the object to apply the local search to
|
||||
* @param _arch the archive of non-dominated solutions
|
||||
*/
|
||||
void operator () (Type _type, moeoArchive < MOEOT > & _arch)
|
||||
{
|
||||
for (unsigned int i=0; i<combinedLS.size(); i++)
|
||||
combinedLS[i] -> operator()(_type, _arch);
|
||||
}
|
||||
|
||||
|
||||
private:
|
||||
|
||||
/** the vector that contains the combined LS */
|
||||
std::vector< moeoLS < MOEOT, Type > * > combinedLS;
|
||||
|
||||
};
|
||||
|
||||
#endif /*MOEOCOMBINEDLS_H_*/
|
||||
51
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoEA.h
Normal file
51
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoEA.h
Normal file
|
|
@ -0,0 +1,51 @@
|
|||
/*
|
||||
* <moeoEA.h>
|
||||
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
|
||||
* (C) OPAC Team, LIFL, 2002-2007
|
||||
*
|
||||
* Arnaud Liefooghe
|
||||
*
|
||||
* This software is governed by the CeCILL license under French law and
|
||||
* abiding by the rules of distribution of free software. You can use,
|
||||
* modify and/ or redistribute the software under the terms of the CeCILL
|
||||
* license as circulated by CEA, CNRS and INRIA at the following URL
|
||||
* "http://www.cecill.info".
|
||||
*
|
||||
* As a counterpart to the access to the source code and rights to copy,
|
||||
* modify and redistribute granted by the license, users are provided only
|
||||
* with a limited warranty and the software's author, the holder of the
|
||||
* economic rights, and the successive licensors have only limited liability.
|
||||
*
|
||||
* In this respect, the user's attention is drawn to the risks associated
|
||||
* with loading, using, modifying and/or developing or reproducing the
|
||||
* software by the user in light of its specific status of free software,
|
||||
* that may mean that it is complicated to manipulate, and that also
|
||||
* therefore means that it is reserved for developers and experienced
|
||||
* professionals having in-depth computer knowledge. Users are therefore
|
||||
* encouraged to load and test the software's suitability as regards their
|
||||
* requirements in conditions enabling the security of their systems and/or
|
||||
* data to be ensured and, more generally, to use and operate it in the
|
||||
* same conditions as regards security.
|
||||
* The fact that you are presently reading this means that you have had
|
||||
* knowledge of the CeCILL license and that you accept its terms.
|
||||
*
|
||||
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
|
||||
* Contact: paradiseo-help@lists.gforge.inria.fr
|
||||
*
|
||||
*/
|
||||
//-----------------------------------------------------------------------------
|
||||
|
||||
#ifndef MOEOEA_H_
|
||||
#define MOEOEA_H_
|
||||
|
||||
#include <eoAlgo.h>
|
||||
#include <algo/moeoAlgo.h>
|
||||
|
||||
/**
|
||||
* Abstract class for multi-objective evolutionary algorithms.
|
||||
*/
|
||||
template < class MOEOT >
|
||||
class moeoEA : public moeoAlgo, public eoAlgo < MOEOT >
|
||||
{};
|
||||
|
||||
#endif /*MOEOEA_H_*/
|
||||
256
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoEasyEA.h
Executable file
256
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoEasyEA.h
Executable file
|
|
@ -0,0 +1,256 @@
|
|||
/*
|
||||
* <moeoEasyEA.h>
|
||||
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
|
||||
* (C) OPAC Team, LIFL, 2002-2007
|
||||
*
|
||||
* Arnaud Liefooghe
|
||||
*
|
||||
* This software is governed by the CeCILL license under French law and
|
||||
* abiding by the rules of distribution of free software. You can use,
|
||||
* modify and/ or redistribute the software under the terms of the CeCILL
|
||||
* license as circulated by CEA, CNRS and INRIA at the following URL
|
||||
* "http://www.cecill.info".
|
||||
*
|
||||
* As a counterpart to the access to the source code and rights to copy,
|
||||
* modify and redistribute granted by the license, users are provided only
|
||||
* with a limited warranty and the software's author, the holder of the
|
||||
* economic rights, and the successive licensors have only limited liability.
|
||||
*
|
||||
* In this respect, the user's attention is drawn to the risks associated
|
||||
* with loading, using, modifying and/or developing or reproducing the
|
||||
* software by the user in light of its specific status of free software,
|
||||
* that may mean that it is complicated to manipulate, and that also
|
||||
* therefore means that it is reserved for developers and experienced
|
||||
* professionals having in-depth computer knowledge. Users are therefore
|
||||
* encouraged to load and test the software's suitability as regards their
|
||||
* requirements in conditions enabling the security of their systems and/or
|
||||
* data to be ensured and, more generally, to use and operate it in the
|
||||
* same conditions as regards security.
|
||||
* The fact that you are presently reading this means that you have had
|
||||
* knowledge of the CeCILL license and that you accept its terms.
|
||||
*
|
||||
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
|
||||
* Contact: paradiseo-help@lists.gforge.inria.fr
|
||||
*
|
||||
*/
|
||||
//-----------------------------------------------------------------------------
|
||||
|
||||
#ifndef _MOEOEASYEA_H
|
||||
#define _MOEOEASYEA_H
|
||||
|
||||
#include <apply.h>
|
||||
#include <eoBreed.h>
|
||||
#include <eoContinue.h>
|
||||
#include <eoMergeReduce.h>
|
||||
#include <eoPopEvalFunc.h>
|
||||
#include <eoSelect.h>
|
||||
#include <eoTransform.h>
|
||||
#include <algo/moeoEA.h>
|
||||
#include <diversity/moeoDiversityAssignment.h>
|
||||
#include <diversity/moeoDummyDiversityAssignment.h>
|
||||
#include <fitness/moeoFitnessAssignment.h>
|
||||
#include <replacement/moeoReplacement.h>
|
||||
|
||||
/**
|
||||
* An easy class to design multi-objective evolutionary algorithms.
|
||||
*/
|
||||
template < class MOEOT >
|
||||
class moeoEasyEA: public moeoEA < MOEOT >
|
||||
{
|
||||
public:
|
||||
|
||||
/**
|
||||
* Ctor taking a breed and merge.
|
||||
* @param _continuator the stopping criteria
|
||||
* @param _eval the evaluation functions
|
||||
* @param _breed the breeder
|
||||
* @param _replace the replacement strategy
|
||||
* @param _fitnessEval the fitness evaluation scheme
|
||||
* @param _diversityEval the diversity evaluation scheme
|
||||
* @param _evalFitAndDivBeforeSelection put this parameter to 'true' if you want to re-evalue the fitness and the diversity of the population before the selection process
|
||||
*/
|
||||
moeoEasyEA(eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoBreed < MOEOT > & _breed, moeoReplacement < MOEOT > & _replace,
|
||||
moeoFitnessAssignment < MOEOT > & _fitnessEval, moeoDiversityAssignment < MOEOT > & _diversityEval, bool _evalFitAndDivBeforeSelection = false)
|
||||
:
|
||||
continuator(_continuator), eval (_eval), loopEval(_eval), popEval(loopEval), selectTransform(dummySelect, dummyTransform), breed(_breed), mergeReduce(dummyMerge, dummyReduce), replace(_replace),
|
||||
fitnessEval(_fitnessEval), diversityEval(_diversityEval), evalFitAndDivBeforeSelection(_evalFitAndDivBeforeSelection)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Ctor taking a breed, a merge and a eoPopEval.
|
||||
* @param _continuator the stopping criteria
|
||||
* @param _popEval the evaluation functions for the whole population
|
||||
* @param _breed the breeder
|
||||
* @param _replace the replacement strategy
|
||||
* @param _fitnessEval the fitness evaluation scheme
|
||||
* @param _diversityEval the diversity evaluation scheme
|
||||
* @param _evalFitAndDivBeforeSelection put this parameter to 'true' if you want to re-evalue the fitness and the diversity of the population before the selection process
|
||||
*/
|
||||
moeoEasyEA(eoContinue < MOEOT > & _continuator, eoPopEvalFunc < MOEOT > & _popEval, eoBreed < MOEOT > & _breed, moeoReplacement < MOEOT > & _replace,
|
||||
moeoFitnessAssignment < MOEOT > & _fitnessEval, moeoDiversityAssignment < MOEOT > & _diversityEval, bool _evalFitAndDivBeforeSelection = false)
|
||||
:
|
||||
continuator(_continuator), eval (dummyEval), loopEval(dummyEval), popEval(_popEval), selectTransform(dummySelect, dummyTransform), breed(_breed), mergeReduce(dummyMerge, dummyReduce), replace(_replace),
|
||||
fitnessEval(_fitnessEval), diversityEval(_diversityEval), evalFitAndDivBeforeSelection(_evalFitAndDivBeforeSelection)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Ctor taking a breed, a merge and a reduce.
|
||||
* @param _continuator the stopping criteria
|
||||
* @param _eval the evaluation functions
|
||||
* @param _breed the breeder
|
||||
* @param _merge the merge scheme
|
||||
* @param _reduce the reduce scheme
|
||||
* @param _fitnessEval the fitness evaluation scheme
|
||||
* @param _diversityEval the diversity evaluation scheme
|
||||
* @param _evalFitAndDivBeforeSelection put this parameter to 'true' if you want to re-evalue the fitness and the diversity of the population before the selection process
|
||||
*/
|
||||
moeoEasyEA(eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoBreed < MOEOT > & _breed, eoMerge < MOEOT > & _merge, eoReduce< MOEOT > & _reduce,
|
||||
moeoFitnessAssignment < MOEOT > & _fitnessEval, moeoDiversityAssignment < MOEOT > & _diversityEval, bool _evalFitAndDivBeforeSelection = false)
|
||||
:
|
||||
continuator(_continuator), eval(_eval), loopEval(_eval), popEval(loopEval), selectTransform(dummySelect, dummyTransform), breed(_breed), mergeReduce(_merge,_reduce), replace(mergeReduce),
|
||||
fitnessEval(_fitnessEval), diversityEval(_diversityEval), evalFitAndDivBeforeSelection(_evalFitAndDivBeforeSelection)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Ctor taking a select, a transform and a replacement.
|
||||
* @param _continuator the stopping criteria
|
||||
* @param _eval the evaluation functions
|
||||
* @param _select the selection scheme
|
||||
* @param _transform the tranformation scheme
|
||||
* @param _replace the replacement strategy
|
||||
* @param _fitnessEval the fitness evaluation scheme
|
||||
* @param _diversityEval the diversity evaluation scheme
|
||||
* @param _evalFitAndDivBeforeSelection put this parameter to 'true' if you want to re-evalue the fitness and the diversity of the population before the selection process
|
||||
*/
|
||||
moeoEasyEA(eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoSelect < MOEOT > & _select, eoTransform < MOEOT > & _transform, moeoReplacement < MOEOT > & _replace,
|
||||
moeoFitnessAssignment < MOEOT > & _fitnessEval, moeoDiversityAssignment < MOEOT > & _diversityEval, bool _evalFitAndDivBeforeSelection = false)
|
||||
:
|
||||
continuator(_continuator), eval(_eval), loopEval(_eval), popEval(loopEval), selectTransform(_select, _transform), breed(selectTransform), mergeReduce(dummyMerge, dummyReduce), replace(_replace),
|
||||
fitnessEval(_fitnessEval), diversityEval(_diversityEval), evalFitAndDivBeforeSelection(_evalFitAndDivBeforeSelection)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Ctor taking a select, a transform, a merge and a reduce.
|
||||
* @param _continuator the stopping criteria
|
||||
* @param _eval the evaluation functions
|
||||
* @param _select the selection scheme
|
||||
* @param _transform the tranformation scheme
|
||||
* @param _merge the merge scheme
|
||||
* @param _reduce the reduce scheme
|
||||
* @param _fitnessEval the fitness evaluation scheme
|
||||
* @param _diversityEval the diversity evaluation scheme
|
||||
* @param _evalFitAndDivBeforeSelection put this parameter to 'true' if you want to re-evalue the fitness and the diversity of the population before the selection process
|
||||
*/
|
||||
moeoEasyEA(eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoSelect < MOEOT > & _select, eoTransform < MOEOT > & _transform, eoMerge < MOEOT > & _merge, eoReduce< MOEOT > & _reduce,
|
||||
moeoFitnessAssignment < MOEOT > & _fitnessEval, moeoDiversityAssignment < MOEOT > & _diversityEval, bool _evalFitAndDivBeforeSelection = false)
|
||||
:
|
||||
continuator(_continuator), eval(_eval), loopEval(_eval), popEval(loopEval), selectTransform(_select, _transform), breed(selectTransform), mergeReduce(_merge,_reduce), replace(mergeReduce),
|
||||
fitnessEval(_fitnessEval), diversityEval(_diversityEval), evalFitAndDivBeforeSelection(_evalFitAndDivBeforeSelection)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Applies a few generation of evolution to the population _pop.
|
||||
* @param _pop the population
|
||||
*/
|
||||
virtual void operator()(eoPop < MOEOT > & _pop)
|
||||
{
|
||||
eoPop < MOEOT > offspring, empty_pop;
|
||||
popEval(empty_pop, _pop); // A first eval of pop.
|
||||
bool firstTime = true;
|
||||
do
|
||||
{
|
||||
try
|
||||
{
|
||||
unsigned int pSize = _pop.size();
|
||||
offspring.clear(); // new offspring
|
||||
// fitness and diversity assignment (if you want to or if it is the first generation)
|
||||
if (evalFitAndDivBeforeSelection || firstTime)
|
||||
{
|
||||
firstTime = false;
|
||||
fitnessEval(_pop);
|
||||
diversityEval(_pop);
|
||||
}
|
||||
breed(_pop, offspring);
|
||||
popEval(_pop, offspring); // eval of parents + offspring if necessary
|
||||
replace(_pop, offspring); // after replace, the new pop. is in _pop
|
||||
if (pSize > _pop.size())
|
||||
{
|
||||
throw std::runtime_error("Population shrinking!");
|
||||
}
|
||||
else if (pSize < _pop.size())
|
||||
{
|
||||
throw std::runtime_error("Population growing!");
|
||||
}
|
||||
}
|
||||
catch (std::exception& e)
|
||||
{
|
||||
std::string s = e.what();
|
||||
s.append( " in moeoEasyEA");
|
||||
throw std::runtime_error( s );
|
||||
}
|
||||
}
|
||||
while (continuator(_pop));
|
||||
}
|
||||
|
||||
|
||||
protected:
|
||||
|
||||
/** the stopping criteria */
|
||||
eoContinue < MOEOT > & continuator;
|
||||
/** the evaluation functions */
|
||||
eoEvalFunc < MOEOT > & eval;
|
||||
/** to evaluate the whole population */
|
||||
eoPopLoopEval < MOEOT > loopEval;
|
||||
/** to evaluate the whole population */
|
||||
eoPopEvalFunc < MOEOT > & popEval;
|
||||
/** breed: a select followed by a transform */
|
||||
eoSelectTransform < MOEOT > selectTransform;
|
||||
/** the breeder */
|
||||
eoBreed < MOEOT > & breed;
|
||||
/** replacement: a merge followed by a reduce */
|
||||
eoMergeReduce < MOEOT > mergeReduce;
|
||||
/** the replacment strategy */
|
||||
moeoReplacement < MOEOT > & replace;
|
||||
/** the fitness assignment strategy */
|
||||
moeoFitnessAssignment < MOEOT > & fitnessEval;
|
||||
/** the diversity assignment strategy */
|
||||
moeoDiversityAssignment < MOEOT > & diversityEval;
|
||||
/** if this parameter is set to 'true', the fitness and the diversity of the whole population will be re-evaluated before the selection process */
|
||||
bool evalFitAndDivBeforeSelection;
|
||||
/** a dummy eval */
|
||||
class eoDummyEval : public eoEvalFunc < MOEOT >
|
||||
{
|
||||
public: /** the dummy functor */
|
||||
void operator()(MOEOT &)
|
||||
{}
|
||||
}
|
||||
dummyEval;
|
||||
/** a dummy select */
|
||||
class eoDummySelect : public eoSelect < MOEOT >
|
||||
{
|
||||
public: /** the dummy functor */
|
||||
void operator()(const eoPop < MOEOT > &, eoPop < MOEOT > &)
|
||||
{}
|
||||
}
|
||||
dummySelect;
|
||||
/** a dummy transform */
|
||||
class eoDummyTransform : public eoTransform < MOEOT >
|
||||
{
|
||||
public: /** the dummy functor */
|
||||
void operator()(eoPop < MOEOT > &)
|
||||
{}
|
||||
}
|
||||
dummyTransform;
|
||||
/** a dummy merge */
|
||||
eoNoElitism < MOEOT > dummyMerge;
|
||||
/** a dummy reduce */
|
||||
eoTruncate < MOEOT > dummyReduce;
|
||||
|
||||
};
|
||||
|
||||
#endif /*MOEOEASYEA_H_*/
|
||||
101
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoHybridLS.h
Normal file
101
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoHybridLS.h
Normal file
|
|
@ -0,0 +1,101 @@
|
|||
/*
|
||||
* <moeoHybridLS.h>
|
||||
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
|
||||
* (C) OPAC Team, LIFL, 2002-2007
|
||||
*
|
||||
* Arnaud Liefooghe
|
||||
*
|
||||
* This software is governed by the CeCILL license under French law and
|
||||
* abiding by the rules of distribution of free software. You can use,
|
||||
* modify and/ or redistribute the software under the terms of the CeCILL
|
||||
* license as circulated by CEA, CNRS and INRIA at the following URL
|
||||
* "http://www.cecill.info".
|
||||
*
|
||||
* As a counterpart to the access to the source code and rights to copy,
|
||||
* modify and redistribute granted by the license, users are provided only
|
||||
* with a limited warranty and the software's author, the holder of the
|
||||
* economic rights, and the successive licensors have only limited liability.
|
||||
*
|
||||
* In this respect, the user's attention is drawn to the risks associated
|
||||
* with loading, using, modifying and/or developing or reproducing the
|
||||
* software by the user in light of its specific status of free software,
|
||||
* that may mean that it is complicated to manipulate, and that also
|
||||
* therefore means that it is reserved for developers and experienced
|
||||
* professionals having in-depth computer knowledge. Users are therefore
|
||||
* encouraged to load and test the software's suitability as regards their
|
||||
* requirements in conditions enabling the security of their systems and/or
|
||||
* data to be ensured and, more generally, to use and operate it in the
|
||||
* same conditions as regards security.
|
||||
* The fact that you are presently reading this means that you have had
|
||||
* knowledge of the CeCILL license and that you accept its terms.
|
||||
*
|
||||
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
|
||||
* Contact: paradiseo-help@lists.gforge.inria.fr
|
||||
*
|
||||
*/
|
||||
//-----------------------------------------------------------------------------
|
||||
|
||||
#ifndef MOEOHYBRIDLS_H_
|
||||
#define MOEOHYBRIDLS_H_
|
||||
|
||||
#include <eoContinue.h>
|
||||
#include <eoPop.h>
|
||||
#include <eoSelect.h>
|
||||
#include <utils/eoUpdater.h>
|
||||
#include <algo/moeoLS.h>
|
||||
#include <archive/moeoArchive.h>
|
||||
|
||||
/**
|
||||
* This class allows to apply a multi-objective local search to a number of selected individuals contained in the archive
|
||||
* at every generation until a stopping criteria is verified.
|
||||
*/
|
||||
template < class MOEOT >
|
||||
class moeoHybridLS : public eoUpdater
|
||||
{
|
||||
public:
|
||||
|
||||
/**
|
||||
* Ctor
|
||||
* @param _term stopping criteria
|
||||
* @param _select selector
|
||||
* @param _mols a multi-objective local search
|
||||
* @param _arch the archive
|
||||
*/
|
||||
moeoHybridLS (eoContinue < MOEOT > & _term, eoSelect < MOEOT > & _select, moeoLS < MOEOT, MOEOT > & _mols, moeoArchive < MOEOT > & _arch) :
|
||||
term(_term), select(_select), mols(_mols), arch(_arch)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Applies the multi-objective local search to selected individuals contained in the archive if the stopping criteria is not verified
|
||||
*/
|
||||
void operator () ()
|
||||
{
|
||||
if (! term (arch))
|
||||
{
|
||||
// selection of solutions
|
||||
eoPop < MOEOT > selectedSolutions;
|
||||
select(arch, selectedSolutions);
|
||||
// apply the local search to every selected solution
|
||||
for (unsigned int i=0; i<selectedSolutions.size(); i++)
|
||||
{
|
||||
mols(selectedSolutions[i], arch);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
private:
|
||||
|
||||
/** stopping criteria */
|
||||
eoContinue < MOEOT > & term;
|
||||
/** selector */
|
||||
eoSelect < MOEOT > & select;
|
||||
/** multi-objective local search */
|
||||
moeoLS < MOEOT, MOEOT > & mols;
|
||||
/** archive */
|
||||
moeoArchive < MOEOT > & arch;
|
||||
|
||||
};
|
||||
|
||||
#endif /*MOEOHYBRIDLS_H_*/
|
||||
194
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoIBEA.h
Normal file
194
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoIBEA.h
Normal file
|
|
@ -0,0 +1,194 @@
|
|||
/*
|
||||
* <moeoIBEA.h>
|
||||
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
|
||||
* (C) OPAC Team, LIFL, 2002-2007
|
||||
*
|
||||
* Arnaud Liefooghe
|
||||
*
|
||||
* This software is governed by the CeCILL license under French law and
|
||||
* abiding by the rules of distribution of free software. You can use,
|
||||
* modify and/ or redistribute the software under the terms of the CeCILL
|
||||
* license as circulated by CEA, CNRS and INRIA at the following URL
|
||||
* "http://www.cecill.info".
|
||||
*
|
||||
* As a counterpart to the access to the source code and rights to copy,
|
||||
* modify and redistribute granted by the license, users are provided only
|
||||
* with a limited warranty and the software's author, the holder of the
|
||||
* economic rights, and the successive licensors have only limited liability.
|
||||
*
|
||||
* In this respect, the user's attention is drawn to the risks associated
|
||||
* with loading, using, modifying and/or developing or reproducing the
|
||||
* software by the user in light of its specific status of free software,
|
||||
* that may mean that it is complicated to manipulate, and that also
|
||||
* therefore means that it is reserved for developers and experienced
|
||||
* professionals having in-depth computer knowledge. Users are therefore
|
||||
* encouraged to load and test the software's suitability as regards their
|
||||
* requirements in conditions enabling the security of their systems and/or
|
||||
* data to be ensured and, more generally, to use and operate it in the
|
||||
* same conditions as regards security.
|
||||
* The fact that you are presently reading this means that you have had
|
||||
* knowledge of the CeCILL license and that you accept its terms.
|
||||
*
|
||||
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
|
||||
* Contact: paradiseo-help@lists.gforge.inria.fr
|
||||
*
|
||||
*/
|
||||
//-----------------------------------------------------------------------------
|
||||
|
||||
#ifndef MOEOIBEA_H_
|
||||
#define MOEOIBEA_H_
|
||||
|
||||
|
||||
#include <eoBreed.h>
|
||||
#include <eoContinue.h>
|
||||
#include <eoEvalFunc.h>
|
||||
#include <eoGenContinue.h>
|
||||
#include <eoGeneralBreeder.h>
|
||||
#include <eoGenOp.h>
|
||||
#include <eoPopEvalFunc.h>
|
||||
#include <eoSGAGenOp.h>
|
||||
#include <algo/moeoEA.h>
|
||||
#include <diversity/moeoDummyDiversityAssignment.h>
|
||||
#include <fitness/moeoExpBinaryIndicatorBasedFitnessAssignment.h>
|
||||
#include <metric/moeoNormalizedSolutionVsSolutionBinaryMetric.h>
|
||||
#include <replacement/moeoEnvironmentalReplacement.h>
|
||||
#include <selection/moeoDetTournamentSelect.h>
|
||||
|
||||
/**
|
||||
* IBEA (Indicator-Based Evolutionary Algorithm) as described in:
|
||||
* E. Zitzler, S. Künzli, "Indicator-Based Selection in Multiobjective Search", Proc. 8th International Conference on Parallel Problem Solving from Nature (PPSN VIII), pp. 832-842, Birmingham, UK (2004).
|
||||
* This class builds the IBEA algorithm only by using the fine-grained components of the ParadisEO-MOEO framework.
|
||||
*/
|
||||
template < class MOEOT >
|
||||
class moeoIBEA : public moeoEA < MOEOT >
|
||||
{
|
||||
public:
|
||||
|
||||
/** The type of objective vector */
|
||||
typedef typename MOEOT::ObjectiveVector ObjectiveVector;
|
||||
|
||||
|
||||
/**
|
||||
* Simple ctor with a eoGenOp.
|
||||
* @param _maxGen number of generations before stopping
|
||||
* @param _eval evaluation function
|
||||
* @param _op variation operator
|
||||
* @param _metric metric
|
||||
* @param _kappa scaling factor kappa
|
||||
*/
|
||||
moeoIBEA (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op, moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > & _metric, const double _kappa=0.05) :
|
||||
defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), popEval(_eval), select(2),
|
||||
fitnessAssignment(_metric, _kappa), replace(fitnessAssignment, dummyDiversityAssignment), genBreed(select, _op), breed(genBreed)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Simple ctor with a eoTransform.
|
||||
* @param _maxGen number of generations before stopping
|
||||
* @param _eval evaluation function
|
||||
* @param _op variation operator
|
||||
* @param _metric metric
|
||||
* @param _kappa scaling factor kappa
|
||||
*/
|
||||
moeoIBEA (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _op, moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > & _metric, const double _kappa=0.05) :
|
||||
defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), popEval(_eval), select(2),
|
||||
fitnessAssignment(_metric, _kappa), replace(fitnessAssignment, dummyDiversityAssignment), genBreed(select, _op), breed(genBreed)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Ctor with a crossover, a mutation and their corresponding rates.
|
||||
* @param _maxGen number of generations before stopping
|
||||
* @param _eval evaluation function
|
||||
* @param _crossover crossover
|
||||
* @param _pCross crossover probability
|
||||
* @param _mutation mutation
|
||||
* @param _pMut mutation probability
|
||||
* @param _metric metric
|
||||
* @param _kappa scaling factor kappa
|
||||
*/
|
||||
moeoIBEA (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut, moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > & _metric, const double _kappa=0.05) :
|
||||
defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), popEval(_eval), select (2),
|
||||
fitnessAssignment(_metric, _kappa), replace (fitnessAssignment, dummyDiversityAssignment), defaultSGAGenOp(_crossover, _pCross, _mutation, _pMut),
|
||||
genBreed (select, defaultSGAGenOp), breed (genBreed)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Ctor with a continuator (instead of _maxGen) and a eoGenOp.
|
||||
* @param _continuator stopping criteria
|
||||
* @param _eval evaluation function
|
||||
* @param _op variation operator
|
||||
* @param _metric metric
|
||||
* @param _kappa scaling factor kappa
|
||||
*/
|
||||
moeoIBEA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op, moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > & _metric, const double _kappa=0.05) :
|
||||
continuator(_continuator), popEval(_eval), select(2),
|
||||
fitnessAssignment(_metric, _kappa), replace(fitnessAssignment, dummyDiversityAssignment), genBreed(select, _op), breed(genBreed)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Ctor with a continuator (instead of _maxGen) and a eoTransform.
|
||||
* @param _continuator stopping criteria
|
||||
* @param _eval evaluation function
|
||||
* @param _op variation operator
|
||||
* @param _metric metric
|
||||
* @param _kappa scaling factor kappa
|
||||
*/
|
||||
moeoIBEA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _op, moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > & _metric, const double _kappa=0.05) :
|
||||
continuator(_continuator), popEval(_eval), select(2),
|
||||
fitnessAssignment(_metric, _kappa), replace(fitnessAssignment, dummyDiversityAssignment), genBreed(select, _op), breed(genBreed)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Apply a few generation of evolution to the population _pop until the stopping criteria is verified.
|
||||
* @param _pop the population
|
||||
*/
|
||||
virtual void operator () (eoPop < MOEOT > &_pop)
|
||||
{
|
||||
eoPop < MOEOT > offspring, empty_pop;
|
||||
popEval (empty_pop, _pop); // a first eval of _pop
|
||||
// evaluate fitness and diversity
|
||||
fitnessAssignment(_pop);
|
||||
dummyDiversityAssignment(_pop);
|
||||
do
|
||||
{
|
||||
// generate offspring, worths are recalculated if necessary
|
||||
breed (_pop, offspring);
|
||||
// eval of offspring
|
||||
popEval (_pop, offspring);
|
||||
// after replace, the new pop is in _pop. Worths are recalculated if necessary
|
||||
replace (_pop, offspring);
|
||||
}
|
||||
while (continuator (_pop));
|
||||
}
|
||||
|
||||
|
||||
protected:
|
||||
|
||||
/** a continuator based on the number of generations (used as default) */
|
||||
eoGenContinue < MOEOT > defaultGenContinuator;
|
||||
/** stopping criteria */
|
||||
eoContinue < MOEOT > & continuator;
|
||||
/** evaluation function used to evaluate the whole population */
|
||||
eoPopLoopEval < MOEOT > popEval;
|
||||
/** binary tournament selection */
|
||||
moeoDetTournamentSelect < MOEOT > select;
|
||||
/** fitness assignment used in IBEA */
|
||||
moeoExpBinaryIndicatorBasedFitnessAssignment < MOEOT > fitnessAssignment;
|
||||
/** dummy diversity assignment */
|
||||
moeoDummyDiversityAssignment < MOEOT > dummyDiversityAssignment;
|
||||
/** elitist replacement */
|
||||
moeoEnvironmentalReplacement < MOEOT > replace;
|
||||
/** an object for genetic operators (used as default) */
|
||||
eoSGAGenOp < MOEOT > defaultSGAGenOp;
|
||||
/** general breeder */
|
||||
eoGeneralBreeder < MOEOT > genBreed;
|
||||
/** breeder */
|
||||
eoBreed < MOEOT > & breed;
|
||||
|
||||
};
|
||||
|
||||
#endif /*MOEOIBEA_H_*/
|
||||
53
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoLS.h
Normal file
53
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoLS.h
Normal file
|
|
@ -0,0 +1,53 @@
|
|||
/*
|
||||
* <moeoLS.h>
|
||||
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
|
||||
* (C) OPAC Team, LIFL, 2002-2007
|
||||
*
|
||||
* Arnaud Liefooghe
|
||||
*
|
||||
* This software is governed by the CeCILL license under French law and
|
||||
* abiding by the rules of distribution of free software. You can use,
|
||||
* modify and/ or redistribute the software under the terms of the CeCILL
|
||||
* license as circulated by CEA, CNRS and INRIA at the following URL
|
||||
* "http://www.cecill.info".
|
||||
*
|
||||
* As a counterpart to the access to the source code and rights to copy,
|
||||
* modify and redistribute granted by the license, users are provided only
|
||||
* with a limited warranty and the software's author, the holder of the
|
||||
* economic rights, and the successive licensors have only limited liability.
|
||||
*
|
||||
* In this respect, the user's attention is drawn to the risks associated
|
||||
* with loading, using, modifying and/or developing or reproducing the
|
||||
* software by the user in light of its specific status of free software,
|
||||
* that may mean that it is complicated to manipulate, and that also
|
||||
* therefore means that it is reserved for developers and experienced
|
||||
* professionals having in-depth computer knowledge. Users are therefore
|
||||
* encouraged to load and test the software's suitability as regards their
|
||||
* requirements in conditions enabling the security of their systems and/or
|
||||
* data to be ensured and, more generally, to use and operate it in the
|
||||
* same conditions as regards security.
|
||||
* The fact that you are presently reading this means that you have had
|
||||
* knowledge of the CeCILL license and that you accept its terms.
|
||||
*
|
||||
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
|
||||
* Contact: paradiseo-help@lists.gforge.inria.fr
|
||||
*
|
||||
*/
|
||||
//-----------------------------------------------------------------------------
|
||||
|
||||
#ifndef MOEOLS_H_
|
||||
#define MOEOLS_H_
|
||||
|
||||
#include <eoFunctor.h>
|
||||
#include <algo/moeoAlgo.h>
|
||||
#include <archive/moeoArchive.h>
|
||||
|
||||
/**
|
||||
* Abstract class for local searches applied to multi-objective optimization.
|
||||
* Starting from a Type (i.e.: an individual, a pop, an archive...), it produces a set of new non-dominated solutions.
|
||||
*/
|
||||
template < class MOEOT, class Type >
|
||||
class moeoLS: public moeoAlgo, public eoBF < Type, moeoArchive < MOEOT > &, void >
|
||||
{};
|
||||
|
||||
#endif /*MOEOLS_H_*/
|
||||
184
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoNSGA.h
Normal file
184
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoNSGA.h
Normal file
|
|
@ -0,0 +1,184 @@
|
|||
/*
|
||||
* <moeoNSGA.h>
|
||||
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
|
||||
* (C) OPAC Team, LIFL, 2002-2007
|
||||
*
|
||||
* Arnaud Liefooghe
|
||||
*
|
||||
* This software is governed by the CeCILL license under French law and
|
||||
* abiding by the rules of distribution of free software. You can use,
|
||||
* modify and/ or redistribute the software under the terms of the CeCILL
|
||||
* license as circulated by CEA, CNRS and INRIA at the following URL
|
||||
* "http://www.cecill.info".
|
||||
*
|
||||
* As a counterpart to the access to the source code and rights to copy,
|
||||
* modify and redistribute granted by the license, users are provided only
|
||||
* with a limited warranty and the software's author, the holder of the
|
||||
* economic rights, and the successive licensors have only limited liability.
|
||||
*
|
||||
* In this respect, the user's attention is drawn to the risks associated
|
||||
* with loading, using, modifying and/or developing or reproducing the
|
||||
* software by the user in light of its specific status of free software,
|
||||
* that may mean that it is complicated to manipulate, and that also
|
||||
* therefore means that it is reserved for developers and experienced
|
||||
* professionals having in-depth computer knowledge. Users are therefore
|
||||
* encouraged to load and test the software's suitability as regards their
|
||||
* requirements in conditions enabling the security of their systems and/or
|
||||
* data to be ensured and, more generally, to use and operate it in the
|
||||
* same conditions as regards security.
|
||||
* The fact that you are presently reading this means that you have had
|
||||
* knowledge of the CeCILL license and that you accept its terms.
|
||||
*
|
||||
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
|
||||
* Contact: paradiseo-help@lists.gforge.inria.fr
|
||||
*
|
||||
*/
|
||||
//-----------------------------------------------------------------------------
|
||||
|
||||
#ifndef MOEONSGA_H_
|
||||
#define MOEONSGA_H_
|
||||
|
||||
#include <eoBreed.h>
|
||||
#include <eoContinue.h>
|
||||
#include <eoEvalFunc.h>
|
||||
#include <eoGenContinue.h>
|
||||
#include <eoGeneralBreeder.h>
|
||||
#include <eoGenOp.h>
|
||||
#include <eoPopEvalFunc.h>
|
||||
#include <eoSGAGenOp.h>
|
||||
#include <algo/moeoEA.h>
|
||||
#include <diversity/moeoFrontByFrontSharingDiversityAssignment.h>
|
||||
#include <fitness/moeoFastNonDominatedSortingFitnessAssignment.h>
|
||||
#include <replacement/moeoElitistReplacement.h>
|
||||
#include <selection/moeoDetTournamentSelect.h>
|
||||
|
||||
/**
|
||||
* NSGA (Non-dominated Sorting Genetic Algorithm) as described in:
|
||||
* N. Srinivas, K. Deb, "Multiobjective Optimization Using Nondominated Sorting in Genetic Algorithms".
|
||||
* Evolutionary Computation, Vol. 2(3), No 2, pp. 221-248 (1994).
|
||||
* This class builds the NSGA algorithm only by using the fine-grained components of the ParadisEO-MOEO framework.
|
||||
*/
|
||||
template < class MOEOT >
|
||||
class moeoNSGA: public moeoEA < MOEOT >
|
||||
{
|
||||
public:
|
||||
|
||||
/**
|
||||
* Simple ctor with a eoGenOp.
|
||||
* @param _maxGen number of generations before stopping
|
||||
* @param _eval evaluation function
|
||||
* @param _op variation operator
|
||||
* @param _nicheSize niche size
|
||||
*/
|
||||
moeoNSGA (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op, double _nicheSize = 0.5) :
|
||||
defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), popEval(_eval), select(2),
|
||||
diversityAssignment(_nicheSize), replace(fitnessAssignment, diversityAssignment), genBreed(select, _op), breed(genBreed)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Simple ctor with a eoTransform.
|
||||
* @param _maxGen number of generations before stopping
|
||||
* @param _eval evaluation function
|
||||
* @param _op variation operator
|
||||
* @param _nicheSize niche size
|
||||
*/
|
||||
moeoNSGA (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _op, double _nicheSize = 0.5) :
|
||||
defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), popEval(_eval), select(2),
|
||||
diversityAssignment(_nicheSize), replace(fitnessAssignment, diversityAssignment), genBreed(select, _op), breed(genBreed)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Ctor with a crossover, a mutation and their corresponding rates.
|
||||
* @param _maxGen number of generations before stopping
|
||||
* @param _eval evaluation function
|
||||
* @param _crossover crossover
|
||||
* @param _pCross crossover probability
|
||||
* @param _mutation mutation
|
||||
* @param _pMut mutation probability
|
||||
* @param _nicheSize niche size
|
||||
*/
|
||||
moeoNSGA (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut, double _nicheSize = 0.5) :
|
||||
defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), popEval(_eval), select (2),
|
||||
diversityAssignment(_nicheSize), replace (fitnessAssignment, diversityAssignment),
|
||||
defaultSGAGenOp(_crossover, _pCross, _mutation, _pMut), genBreed (select, defaultSGAGenOp), breed (genBreed)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Ctor with a continuator (instead of _maxGen) and a eoGenOp.
|
||||
* @param _continuator stopping criteria
|
||||
* @param _eval evaluation function
|
||||
* @param _op variation operator
|
||||
* @param _nicheSize niche size
|
||||
*/
|
||||
moeoNSGA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op, double _nicheSize = 0.5) :
|
||||
continuator(_continuator), popEval(_eval), select(2),
|
||||
diversityAssignment(_nicheSize), replace(fitnessAssignment, diversityAssignment), genBreed(select, _op), breed(genBreed)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Ctor with a continuator (instead of _maxGen) and a eoTransform.
|
||||
* @param _continuator stopping criteria
|
||||
* @param _eval evaluation function
|
||||
* @param _op variation operator
|
||||
* @param _nicheSize niche size
|
||||
*/
|
||||
moeoNSGA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _op, double _nicheSize = 0.5) :
|
||||
continuator(_continuator), popEval(_eval), select(2),
|
||||
diversityAssignment(_nicheSize), replace(fitnessAssignment, diversityAssignment), genBreed(select, _op), breed(genBreed)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Apply a few generation of evolution to the population _pop until the stopping criteria is verified.
|
||||
* @param _pop the population
|
||||
*/
|
||||
virtual void operator () (eoPop < MOEOT > &_pop)
|
||||
{
|
||||
eoPop < MOEOT > offspring, empty_pop;
|
||||
popEval (empty_pop, _pop); // a first eval of _pop
|
||||
// evaluate fitness and diversity
|
||||
fitnessAssignment(_pop);
|
||||
diversityAssignment(_pop);
|
||||
do
|
||||
{
|
||||
// generate offspring, worths are recalculated if necessary
|
||||
breed (_pop, offspring);
|
||||
// eval of offspring
|
||||
popEval (_pop, offspring);
|
||||
// after replace, the new pop is in _pop. Worths are recalculated if necessary
|
||||
replace (_pop, offspring);
|
||||
}
|
||||
while (continuator (_pop));
|
||||
}
|
||||
|
||||
|
||||
protected:
|
||||
|
||||
/** a continuator based on the number of generations (used as default) */
|
||||
eoGenContinue < MOEOT > defaultGenContinuator;
|
||||
/** stopping criteria */
|
||||
eoContinue < MOEOT > & continuator;
|
||||
/** evaluation function used to evaluate the whole population */
|
||||
eoPopLoopEval < MOEOT > popEval;
|
||||
/** binary tournament selection */
|
||||
moeoDetTournamentSelect < MOEOT > select;
|
||||
/** fitness assignment used in NSGA-II */
|
||||
moeoFastNonDominatedSortingFitnessAssignment < MOEOT > fitnessAssignment;
|
||||
/** diversity assignment used in NSGA-II */
|
||||
moeoFrontByFrontSharingDiversityAssignment < MOEOT > diversityAssignment;
|
||||
/** elitist replacement */
|
||||
moeoElitistReplacement < MOEOT > replace;
|
||||
/** an object for genetic operators (used as default) */
|
||||
eoSGAGenOp < MOEOT > defaultSGAGenOp;
|
||||
/** general breeder */
|
||||
eoGeneralBreeder < MOEOT > genBreed;
|
||||
/** breeder */
|
||||
eoBreed < MOEOT > & breed;
|
||||
|
||||
};
|
||||
|
||||
#endif /*MOEONSGAII_H_*/
|
||||
190
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoNSGAII.h
Normal file
190
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/algo/moeoNSGAII.h
Normal file
|
|
@ -0,0 +1,190 @@
|
|||
/*
|
||||
* <moeoNSGAII.h>
|
||||
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
|
||||
* (C) OPAC Team, LIFL, 2002-2007
|
||||
*
|
||||
* Arnaud Liefooghe
|
||||
*
|
||||
* This software is governed by the CeCILL license under French law and
|
||||
* abiding by the rules of distribution of free software. You can use,
|
||||
* modify and/ or redistribute the software under the terms of the CeCILL
|
||||
* license as circulated by CEA, CNRS and INRIA at the following URL
|
||||
* "http://www.cecill.info".
|
||||
*
|
||||
* As a counterpart to the access to the source code and rights to copy,
|
||||
* modify and redistribute granted by the license, users are provided only
|
||||
* with a limited warranty and the software's author, the holder of the
|
||||
* economic rights, and the successive licensors have only limited liability.
|
||||
*
|
||||
* In this respect, the user's attention is drawn to the risks associated
|
||||
* with loading, using, modifying and/or developing or reproducing the
|
||||
* software by the user in light of its specific status of free software,
|
||||
* that may mean that it is complicated to manipulate, and that also
|
||||
* therefore means that it is reserved for developers and experienced
|
||||
* professionals having in-depth computer knowledge. Users are therefore
|
||||
* encouraged to load and test the software's suitability as regards their
|
||||
* requirements in conditions enabling the security of their systems and/or
|
||||
* data to be ensured and, more generally, to use and operate it in the
|
||||
* same conditions as regards security.
|
||||
* The fact that you are presently reading this means that you have had
|
||||
* knowledge of the CeCILL license and that you accept its terms.
|
||||
*
|
||||
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
|
||||
* Contact: paradiseo-help@lists.gforge.inria.fr
|
||||
*
|
||||
*/
|
||||
//-----------------------------------------------------------------------------
|
||||
|
||||
#ifndef MOEONSGAII_H_
|
||||
#define MOEONSGAII_H_
|
||||
|
||||
#include <eoBreed.h>
|
||||
#include <eoContinue.h>
|
||||
#include <eoEvalFunc.h>
|
||||
#include <eoGenContinue.h>
|
||||
#include <eoGeneralBreeder.h>
|
||||
#include <eoGenOp.h>
|
||||
#include <eoPopEvalFunc.h>
|
||||
#include <eoSGAGenOp.h>
|
||||
#include <algo/moeoEA.h>
|
||||
#include <diversity/moeoFrontByFrontCrowdingDiversityAssignment.h>
|
||||
#include <fitness/moeoFastNonDominatedSortingFitnessAssignment.h>
|
||||
#include <replacement/moeoElitistReplacement.h>
|
||||
#include <selection/moeoDetTournamentSelect.h>
|
||||
|
||||
|
||||
#include <eoCloneOps.h>
|
||||
|
||||
/**
|
||||
* NSGA-II (Non-dominated Sorting Genetic Algorithm II) as described in:
|
||||
* Deb, K., S. Agrawal, A. Pratap, and T. Meyarivan : "A fast elitist non-dominated sorting genetic algorithm for multi-objective optimization: NSGA-II".
|
||||
* In IEEE Transactions on Evolutionary Computation, Vol. 6, No 2, pp 182-197 (April 2002).
|
||||
* This class builds the NSGA-II algorithm only by using the fine-grained components of the ParadisEO-MOEO framework.
|
||||
*/
|
||||
template < class MOEOT >
|
||||
class moeoNSGAII: public moeoEA < MOEOT >
|
||||
{
|
||||
public:
|
||||
|
||||
/**
|
||||
* Simple ctor with a eoGenOp.
|
||||
* @param _maxGen number of generations before stopping
|
||||
* @param _eval evaluation function
|
||||
* @param _op variation operator
|
||||
*/
|
||||
moeoNSGAII (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op) :
|
||||
defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), popEval(_eval), select(2),
|
||||
replace(fitnessAssignment, diversityAssignment), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0),
|
||||
genBreed(select, _op), breed(genBreed)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Simple ctor with a eoTransform.
|
||||
* @param _maxGen number of generations before stopping
|
||||
* @param _eval evaluation function
|
||||
* @param _op variation operator
|
||||
*/
|
||||
moeoNSGAII (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _op) :
|
||||
defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), popEval(_eval), select(2),
|
||||
replace(fitnessAssignment, diversityAssignment), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0),
|
||||
genBreed(select, _op), breed(genBreed)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Ctor with a crossover, a mutation and their corresponding rates.
|
||||
* @param _maxGen number of generations before stopping
|
||||
* @param _eval evaluation function
|
||||
* @param _crossover crossover
|
||||
* @param _pCross crossover probability
|
||||
* @param _mutation mutation
|
||||
* @param _pMut mutation probability
|
||||
*/
|
||||
moeoNSGAII (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut) :
|
||||
defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), popEval(_eval), select (2),
|
||||
replace (fitnessAssignment, diversityAssignment), defaultSGAGenOp(_crossover, _pCross, _mutation, _pMut),
|
||||
genBreed (select, defaultSGAGenOp), breed (genBreed)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Ctor with a continuator (instead of _maxGen) and a eoGenOp.
|
||||
* @param _continuator stopping criteria
|
||||
* @param _eval evaluation function
|
||||
* @param _op variation operator
|
||||
*/
|
||||
moeoNSGAII (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op) :
|
||||
defaultGenContinuator(0), continuator(_continuator), popEval(_eval), select(2),
|
||||
replace(fitnessAssignment, diversityAssignment), defaultSGAGenOp(defaultQuadOp, 1.0, defaultMonOp, 1.0),
|
||||
genBreed(select, _op), breed(genBreed)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Ctor with a continuator (instead of _maxGen) and a eoTransform.
|
||||
* @param _continuator stopping criteria
|
||||
* @param _eval evaluation function
|
||||
* @param _op variation operator
|
||||
*/
|
||||
moeoNSGAII (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _op) :
|
||||
continuator(_continuator), popEval(_eval), select(2),
|
||||
replace(fitnessAssignment, diversityAssignment), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0),
|
||||
genBreed(select, _op), breed(genBreed)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Apply a few generation of evolution to the population _pop until the stopping criteria is verified.
|
||||
* @param _pop the population
|
||||
*/
|
||||
virtual void operator () (eoPop < MOEOT > &_pop)
|
||||
{
|
||||
eoPop < MOEOT > offspring, empty_pop;
|
||||
popEval (empty_pop, _pop); // a first eval of _pop
|
||||
// evaluate fitness and diversity
|
||||
fitnessAssignment(_pop);
|
||||
diversityAssignment(_pop);
|
||||
do
|
||||
{
|
||||
// generate offspring, worths are recalculated if necessary
|
||||
breed (_pop, offspring);
|
||||
// eval of offspring
|
||||
popEval (_pop, offspring);
|
||||
// after replace, the new pop is in _pop. Worths are recalculated if necessary
|
||||
replace (_pop, offspring);
|
||||
}
|
||||
while (continuator (_pop));
|
||||
}
|
||||
|
||||
|
||||
protected:
|
||||
|
||||
/** a continuator based on the number of generations (used as default) */
|
||||
eoGenContinue < MOEOT > defaultGenContinuator;
|
||||
/** stopping criteria */
|
||||
eoContinue < MOEOT > & continuator;
|
||||
/** evaluation function used to evaluate the whole population */
|
||||
eoPopLoopEval < MOEOT > popEval;
|
||||
/** binary tournament selection */
|
||||
moeoDetTournamentSelect < MOEOT > select;
|
||||
/** fitness assignment used in NSGA-II */
|
||||
moeoFastNonDominatedSortingFitnessAssignment < MOEOT > fitnessAssignment;
|
||||
/** diversity assignment used in NSGA-II */
|
||||
moeoFrontByFrontCrowdingDiversityAssignment < MOEOT > diversityAssignment;
|
||||
/** elitist replacement */
|
||||
moeoElitistReplacement < MOEOT > replace;
|
||||
/** a default crossover */
|
||||
eoQuadCloneOp < MOEOT > defaultQuadOp;
|
||||
/** a default mutation */
|
||||
eoMonCloneOp < MOEOT > defaultMonOp;
|
||||
/** an object for genetic operators (used as default) */
|
||||
eoSGAGenOp < MOEOT > defaultSGAGenOp;
|
||||
/** general breeder */
|
||||
eoGeneralBreeder < MOEOT > genBreed;
|
||||
/** breeder */
|
||||
eoBreed < MOEOT > & breed;
|
||||
|
||||
};
|
||||
|
||||
#endif /*MOEONSGAII_H_*/
|
||||
206
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/archive/moeoArchive.h
Normal file
206
tags/paradiseo-ix86-1.1/paradiseo-moeo/src/archive/moeoArchive.h
Normal file
|
|
@ -0,0 +1,206 @@
|
|||
/*
|
||||
* <moeoArchive.h>
|
||||
* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
|
||||
* (C) OPAC Team, LIFL, 2002-2007
|
||||
*
|
||||
* Arnaud Liefooghe
|
||||
*
|
||||
* This software is governed by the CeCILL license under French law and
|
||||
* abiding by the rules of distribution of free software. You can use,
|
||||
* modify and/ or redistribute the software under the terms of the CeCILL
|
||||
* license as circulated by CEA, CNRS and INRIA at the following URL
|
||||
* "http://www.cecill.info".
|
||||
*
|
||||
* As a counterpart to the access to the source code and rights to copy,
|
||||
* modify and redistribute granted by the license, users are provided only
|
||||
* with a limited warranty and the software's author, the holder of the
|
||||
* economic rights, and the successive licensors have only limited liability.
|
||||
*
|
||||
* In this respect, the user's attention is drawn to the risks associated
|
||||
* with loading, using, modifying and/or developing or reproducing the
|
||||
* software by the user in light of its specific status of free software,
|
||||
* that may mean that it is complicated to manipulate, and that also
|
||||
* therefore means that it is reserved for developers and experienced
|
||||
* professionals having in-depth computer knowledge. Users are therefore
|
||||
* encouraged to load and test the software's suitability as regards their
|
||||
* requirements in conditions enabling the security of their systems and/or
|
||||
* data to be ensured and, more generally, to use and operate it in the
|
||||
* same conditions as regards security.
|
||||
* The fact that you are presently reading this means that you have had
|
||||
* knowledge of the CeCILL license and that you accept its terms.
|
||||
*
|
||||
* ParadisEO WebSite : http://paradiseo.gforge.inria.fr
|
||||
* Contact: paradiseo-help@lists.gforge.inria.fr
|
||||
*
|
||||
*/
|
||||
//-----------------------------------------------------------------------------
|
||||
|
||||
#ifndef MOEOARCHIVE_H_
|
||||
#define MOEOARCHIVE_H_
|
||||
|
||||
#include <eoPop.h>
|
||||
#include <comparator/moeoObjectiveVectorComparator.h>
|
||||
#include <comparator/moeoParetoObjectiveVectorComparator.h>
|
||||
|
||||
/**
|
||||
* An archive is a secondary population that stores non-dominated solutions.
|
||||
*/
|
||||
template < class MOEOT >
|
||||
class moeoArchive : public eoPop < MOEOT >
|
||||
{
|
||||
public:
|
||||
|
||||
using eoPop < MOEOT > :: size;
|
||||
using eoPop < MOEOT > :: resize;
|
||||
using eoPop < MOEOT > :: operator[];
|
||||
using eoPop < MOEOT > :: back;
|
||||
using eoPop < MOEOT > :: pop_back;
|
||||
|
||||
|
||||
/**
|
||||
* The type of an objective vector for a solution
|
||||
*/
|
||||
typedef typename MOEOT::ObjectiveVector ObjectiveVector;
|
||||
|
||||
|
||||
/**
|
||||
* Default ctor.
|
||||
* The moeoObjectiveVectorComparator used to compare solutions is based on Pareto dominance
|
||||
*/
|
||||
moeoArchive() : eoPop < MOEOT >(), comparator(paretoComparator)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Ctor
|
||||
* @param _comparator the moeoObjectiveVectorComparator used to compare solutions
|
||||
*/
|
||||
moeoArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator) : eoPop < MOEOT >(), comparator(_comparator)
|
||||
{}
|
||||
|
||||
|
||||
/**
|
||||
* Returns true if the current archive dominates _objectiveVector according to the moeoObjectiveVectorComparator given in the constructor
|
||||
* @param _objectiveVector the objective vector to compare with the current archive
|
||||
*/
|
||||
bool dominates (const ObjectiveVector & _objectiveVector) const
|
||||
{
|
||||
for (unsigned int i = 0; i<size(); i++)
|
||||
{
|
||||
// if _objectiveVector is dominated by the ith individual of the archive...
|
||||
if ( comparator(_objectiveVector, operator[](i).objectiveVector()) )
|
||||
{
|
||||
return true;
|
||||
}
|
||||
}
|
||||
return false;
|
||||
}
|
||||
|
||||
|
||||
/**
|
||||
* Returns true if the current archive already contains a solution with the same objective values than _objectiveVector
|
||||
* @param _objectiveVector the objective vector to compare with the current archive
|
||||
*/
|
||||
bool contains (const ObjectiveVector & _objectiveVector) const
|
||||
{
|
||||
for (unsigned int i = 0; i<size(); i++)
|
||||
{
|
||||
if (operator[](i).objectiveVector() == _objectiveVector)
|
||||
{
|
||||
return true;
|
||||
}
|
||||
}
|
||||
return false;
|
||||
}
|
||||
|
||||
|
||||
/**
|
||||
* Updates the archive with a given individual _moeo
|
||||
* @param _moeo the given individual
|
||||
*/
|
||||
void update (const MOEOT & _moeo)
|
||||
{
|
||||
// first step: removing the dominated solutions from the archive
|
||||
for (unsigned int j=0; j<size();)
|
||||
{
|
||||
// if the jth solution contained in the archive is dominated by _moeo
|
||||
if ( comparator(operator[](j).objectiveVector(), _moeo.objectiveVector()) )
|
||||
{
|
||||
operator[](j) = back();
|
||||
pop_back();
|
||||
}
|
||||
else if (_moeo.objectiveVector() == operator[](j).objectiveVector())
|
||||
{
|
||||
operator[](j) = back();
|
||||
pop_back();
|
||||
}
|
||||
else
|
||||
{
|
||||
j++;
|
||||
}
|
||||
}
|
||||
// second step: is _moeo dominated?
|
||||
bool dom = false;
|
||||
for (unsigned int j=0; j<size(); j++)
|
||||
{
|
||||
// if _moeo is dominated by the jth solution contained in the archive
|
||||
if ( comparator(_moeo.objectiveVector(), operator[](j).objectiveVector()) )
|
||||
{
|
||||
dom = true;
|
||||
break;
|
||||
}
|
||||
}
|
||||
if (!dom)
|
||||
{
|
||||
push_back(_moeo);
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
/**
|
||||
* Updates the archive with a given population _pop
|
||||
* @param _pop the given population
|
||||
*/
|
||||
void update (const eoPop < MOEOT > & _pop)
|
||||
{
|
||||
for (unsigned int i=0; i<_pop.size(); i++)
|
||||
{
|
||||
update(_pop[i]);
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
/**
|
||||
* Returns true if the current archive contains the same objective vectors than the given archive _arch
|
||||
* @param _arch the given archive
|
||||
*/
|
||||
bool equals (const moeoArchive < MOEOT > & _arch)
|
||||
{
|
||||
for (unsigned int i=0; i<size(); i++)
|
||||
{
|
||||
if (! _arch.contains(operator[](i).objectiveVector()))
|
||||
{
|
||||
return false;
|
||||
}
|
||||
}
|
||||
for (unsigned int i=0; i<_arch.size() ; i++)
|
||||
{
|
||||
if (! contains(_arch[i].objectiveVector()))
|
||||
{
|
||||
return false;
|
||||
}
|
||||
}
|
||||
return true;
|
||||
}
|
||||
|
||||
|
||||
private:
|
||||
|
||||
/** The moeoObjectiveVectorComparator used to compare solutions */
|
||||
moeoObjectiveVectorComparator < ObjectiveVector > & comparator;
|
||||
/** A moeoObjectiveVectorComparator based on Pareto dominance (used as default) */
|
||||
moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
|
||||
|
||||
};
|
||||
|
||||
#endif /*MOEOARCHIVE_H_ */
|
||||
Some files were not shown because too many files have changed in this diff Show more
Loading…
Reference in a new issue